有限精度小波图像编码:有损和无损压缩性能评价

Marco Grangetto, E. Magli, G. Olmo
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引用次数: 6

摘要

本文研究了用提升格式(LS)实现的小波变换对于变换系数的表示和计算中的数值误差的鲁棒性。在考虑具体实现时,该研究有望为理解LS功能提供重要贡献。随着基于小波变换的新标准JPEG 2000的最终确定,这是一个越来越受关注的话题。考虑到有限精度表示的影响,可以驱动软件和硬件实现,优化复杂性和性能之间的权衡;此外,在选择最佳小波滤波器时,对数值误差的鲁棒性可能是一个通常不被考虑的重要特征。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Finite precision wavelets for image coding: lossy and lossless compression performance evaluation
This paper investigates the robustness of the wavelet transform, implemented by means of the lifting scheme (LS), with respect to numerical errors in the representation and calculation of transformed coefficients. The study promises to offer important contributions for the understanding of the LS capabilities when specific implementations are considered. This is a topic of growing interest as the new standard JPEG 2000, based on the wavelet transform, is being finalized. Taking into account the effect of finite precision representation can drive both software and hardware implementations with optimized trade off between complexity and performance; moreover the robustness to numerical errors could be an important feature, not usually considered, in order to select the best wavelet filters.
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